{"id":"W2610787465","doi":"10.5210/ojphi.v9i1.7791","title":"2016 International Society for Disease Surveillance Conference New Frontiers in Surveillance: Data Science and Health Security","year":2017,"lang":"en","type":"article","venue":"Online Journal of Public Health Informatics","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Disease surveillance; Public health; Public health surveillance; Globe; Global health; Political science; Data sharing; Communicable disease; Medicine; Public relations; Alternative medicine; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0773007,0.00373121,0.003478348,0.009335529,0.003261459,0.0187808,0.00360324,0.00854083,0.07119613],"category_scores_gemma":[0.08488363,0.001403922,0.003347045,0.005958952,0.003696978,0.01020285,0.01377716,0.01359258,0.04327439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008369057,"about_ca_system_score_gemma":0.02646643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00725323,"about_ca_topic_score_gemma":0.006758283,"domain_scores_codex":[0.9444135,0.01779588,0.009089154,0.004512269,0.02100201,0.003187142],"domain_scores_gemma":[0.8914979,0.0195681,0.008062433,0.008438024,0.05568356,0.01675001],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009963392,0.00006135171,0.002365401,0.000936713,0.0000764626,0.0001236945,0.0004899199,0.0002050097,0.0005526554,0.006449998,0.8703688,0.1182703],"study_design_scores_gemma":[0.0000148836,0.00002880384,0.001372406,0.001402876,0.00002065623,0.0001222455,0.0002453232,0.0002334056,0.0001972627,0.003705638,0.9926221,0.00003439815],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.002307602,0.1031797,0.02278968,0.4023776,0.290594,0.002023895,0.01406714,0.001535761,0.1611246],"genre_scores_gemma":[0.04532345,0.2270559,0.05977275,0.09173038,0.2536539,0.006227898,0.05917203,0.001951878,0.2551119],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0773007,"threshold_uncertainty_score":0.40881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1457972847291419,"score_gpt":0.4225255248324654,"score_spread":0.2767282401033235,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}